Image Classification on CIFAR-10 (test) (Epoch-wise Performance)
32.3Accuracy Epoch 1BISR
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| BISRAmplification=True, epsilon=9, delta=10^-5, Noise Multiplier=4.4, Learning Rate=0.7, bandwidth=4, Clip Norm=102025.05 | 32.3 | 42.7 | 47.5 | 50.3 | 52.8 | 56.5 | 57.9 | 58.5 | 60.5 | 61.8 | |
| BISRAmplification=False, epsilon=9, delta=10^-5, Noise Multiplier=5.8, Learning Rate=0.7, bandwidth=4, Clip Norm=102025.05 | 31.8 | 41.7 | 45.4 | 48.5 | 51.1 | 51.4 | 53.8 | 54 | 55.5 | 56.2 | |
| BSRAmplification=True, epsilon=9, delta=10^-5, Noise Multiplier=2.3, Learning Rate=0.3, bandwidth=4, Clip Norm=102025.05 | 28.3 | 40.2 | 43.6 | 46.5 | 48 | 48.8 | 48.9 | 49.4 | 49.2 | 49.8 | |
| Band-MFAmplification=True, epsilon=9, delta=10^-5, Noise Multiplier=2.4, Learning Rate=0.3, bandwidth=4, Clip Norm=102025.05 | 27.7 | 38.5 | 43.1 | 43.7 | 46.8 | 47.7 | 48.2 | 47.8 | 49.1 | 50 | |
| Band-Inv-MFAmplification=False, epsilon=9, delta=10^-5, Noise Multiplier=9.1, Learning Rate=0.5, bandwidth=4, Clip Norm=102025.05 | 27.4 | 36 | 39.5 | 43.7 | 46.7 | 47 | 49.7 | 53.5 | 54.4 | 57.9 | |
| Band-MFAmplification=False, epsilon=9, delta=10^-5, Noise Multiplier=3.5, Learning Rate=0.2, bandwidth=4, Clip Norm=102025.05 | 25.9 | 36.7 | 41.1 | 43.2 | 42.8 | 45 | 45.5 | 45.4 | 46.7 | 45.8 | |
| BSRAmplification=False, epsilon=9, delta=10^-5, Noise Multiplier=3.3, Learning Rate=0.2, bandwidth=4, Clip Norm=102025.05 | 25.4 | 36.7 | 40.8 | 41.6 | 43.6 | 44.5 | 45 | 44.4 | 45.3 | 45.2 | |
| Band-Inv-MFAmplification=True, epsilon=9, delta=10^-5, Noise Multiplier=8.2, Learning Rate=0.4, bandwidth=4, Clip Norm=102025.05 | 23.6 | 34.6 | 40 | 44.6 | 48.6 | 50.4 | 50.6 | 53.4 | 56.2 | 57.4 | |
| DP-SGDAmplification=False, epsilon=9, delta=10^-5, Noise Multiplier=1.8, Learning Rate=0.1, bandwidth=1, Clip Norm=102025.05 | 19.5 | 31 | 36.7 | 37.2 | 37.7 | 39.3 | 39.8 | 39.1 | 39.5 | 39 | |
| DP-SGDAmplification=True, epsilon=9, delta=10^-5, Noise Multiplier=1.2, Learning Rate=0.1, bandwidth=1, Clip Norm=102025.05 | 12.7 | 28 | 34.4 | 37.6 | 39.8 | 41.6 | 42.3 | 42.8 | 43.5 | 44.6 |